Survey on AI-Powered Simulations to Elevate Financial Literacy in Real-Time

JAKKULA SNEHA; PONKAM CHANDRASEKHAR; PONNERI MUTHUPRIYA; SHAIK HUSSAIN BASHA; DUVVURU NISHWANTH

Survey on AI-Powered Simulations to Elevate Financial Literacy in Real-Time

Authors: JAKKULA SNEHA, PONKAM CHANDRASEKHAR, PONNERI MUTHUPRIYA, SHAIK HUSSAIN BASHA, DUVVURU NISHWANTH

Unique Paper ID: 178094
Volume: 11
Issue: 12
PageNo: 2133-2144

Keywords: Artificial Intelligence Stock Market Analysis Stock Prediction CNN Deep Neural Networks Reinforcement Learning Machine Learning Investment guide.

Abstract:
This research explores the application of advanced machine learning techniques, particularly deep learning, to improve stock market prediction accuracy. The studies investigate novel models, including stock sequence array convolutional neural networks (CNNs), long short-term memory (LSTM) networks, recurrent neural networks (RNNs), and deep reinforcement learning (DRL), for analyzing financial time series data and forecasting price trends. These models aim to capture complex, non-linear market patterns that traditional statistical methods often fail to recognize. The research emphasizes the importance of feature extraction, turning point identification, and hyperparameter optimization in achieving accurate predictions. Results demonstrate promising performance, with some models reporting prediction accuracies exceeding 99%. The studies highlight the potential of these AI-driven approaches to provide investors with more reliable forecasts, ultimately aiding in informed trading decisions and risk management. Furthermore, the use of both historical and leading indicator data is explored to enhance the model's predictive capabilities.

Download article

email to a friend

Cite This Article

ISSN: 2349-6002
Volume: 11
Issue: 12
PageNo: 2133-2144

Survey on AI-Powered Simulations to Elevate Financial Literacy in Real-Time

Available:https://ijirt.org/Article?manuscript=178094

06 May, 2025

AI-Driven Animal Intrusion Detection System for Agriculture: Real-Time Monitoring and Automated Response Using Deep Learning

06 May, 2025

SMART AUTONOMOUS FIRE-FIGHTING ROBOTIC

06 May, 2025

IOT Based Smart Solider Health Monitoring System

06 May, 2025

Interactive Educational Robot using advanced Speech Recognition and NLP algorithms

06 May, 2025

SMART APAROKSHA APPLICATION USING ANDROID WITH MULTIFEATURES

06 May, 2025

AIR QUALITY MONITOR AND PREDICTION SYSTEM USING IOT AND MACHINE LEARNING ALGORITHMS

06 May, 2025

Automatic Person-in-Water Detection for Marine Search and Rescue Operations

06 May, 2025

SURVEY ON The Transforming Retail With5G: Unlocking Immersive Augmented Reality Shoping Experience

05 May, 2025

A Survey On Advanced Surveillance System for Intelligent Threat Detection

05 May, 2025

A Survey On Data-Driven Air Quality Prediction Using Machine Learning

Impact Factor
8.01 (Year 2024)

UGC Approved
Journal no 47859

Join Our IPN

IJIRT Partner Network

Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.

Join Now

Latest Publication

Recent Conferences

NCSEM 2024

National Conference on Sustainable Engineering and Management - 2024 Last Date: 15th March 2024

Submit inquiry